{"id":"W4415406059","doi":"10.1145/3771938","title":"PoCo: Extending Task-Parallel HLS Programming with Shared Multi- <i>P</i> r <i>o</i> ducer Multi- <i>Co</i> nsumer Buffer Support","year":2025,"lang":"en","type":"article","venue":"ACM Transactions on Reconfigurable Technology and Systems","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Dataflow; Scalability; Abstraction; Task (project management); Routing (electronic design automation); Field-programmable gate array; Reduction (mathematics); Design flow","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000477075,0.0004275224,0.000557812,0.001110602,0.0007743344,0.0003100985,0.001213362,0.0004804121,0.00001772852],"category_scores_gemma":[0.00003573754,0.000375062,0.00009760709,0.001450179,0.0002000592,0.0004794135,0.00002867353,0.0006593877,0.00003929971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007359681,"about_ca_system_score_gemma":0.0001157455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007517343,"about_ca_topic_score_gemma":0.00001908032,"domain_scores_codex":[0.997421,0.0001241508,0.0006045157,0.000995931,0.0002058719,0.0006484983],"domain_scores_gemma":[0.9979901,0.0001523773,0.0002173813,0.001326158,0.0001976299,0.0001163836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004194081,0.003500822,0.008232849,0.001275273,0.002228393,0.0003976527,0.001636456,0.04540533,0.01026036,0.03889874,0.007649784,0.8800949],"study_design_scores_gemma":[0.02169148,0.003566424,0.002045264,0.0048997,0.0007141858,0.003575754,0.002303056,0.5729083,0.1034598,0.003058258,0.2749316,0.006846141],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0009319921,0.001149275,0.9913284,0.00131711,0.0004478843,0.001056561,0.00001569858,0.002447816,0.001305259],"genre_scores_gemma":[0.7054585,0.0003626096,0.2840913,0.000547899,0.00001509288,0.0008633832,0.00001515968,0.00004407751,0.008602015],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8732488,"threshold_uncertainty_score":0.9998701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02179760249962882,"score_gpt":0.2780463524000699,"score_spread":0.2562487499004411,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}